Key features
Core capabilities each platform advertises.
- Agent tracing with a readable transcript view
- Signals for automatic failure detection and clustering
- Evals and datasets built from production traces
- Full SQL access through the editor, CLI, and MCP
- Multi-turn agent simulation testing
- LLM evaluation with custom evaluators
- OpenTelemetry-native tracing
- Prompt & model management
- Dataset management from production traces